Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms
from torch.utils.data import DataLoader

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    transform = transforms.Compose([transforms.Resize(image_size), transforms.ToTensor()])
    data_path = './' + data_dir
    dataset = datasets.ImageFolder(data_path, transform)
    data_loader = DataLoader(dataset=dataset, batch_size=batch_size, shuffle=True)

    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 64
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    low, high = feature_range
    scaled = high*x + low*(1-x)
    return scaled

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9686)
Max:  tensor(0.9765)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels=in_channels, out_channels=out_channels, 
                           kernel_size=kernel_size, stride=stride, padding=padding, bias=False)
    
    layers.append(conv_layer)

    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        
        super(Discriminator, self).__init__()
        self.conv_dim = conv_dim
        
        # complete init function
        # image dim -> 32*32*3
        # conv_dim -> 64?
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)             #16*16* 64
        self.conv2 = conv(conv_dim, conv_dim*2, 4, batch_norm=True)     # 8* 8*128
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4, batch_norm=True)   # 4* 4*256
        
        # classification layer
        self.fc = nn.Linear(4*4*conv_dim*4, 1)
        
    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        out = F.relu(self.conv1(x))
        out = F.relu(self.conv2(out))
        out = F.relu(self.conv3(out))
        
        # last, classification layer
        out = out.view(-1, 4*4*self.conv_dim*4)
        out = self.fc(out)
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """
    # create a sequence of transpose + optional batch norm layers
    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                                              kernel_size, stride, padding, bias=False)
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        
        super(Generator, self).__init__()
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, 4*4*conv_dim*4) # 4* 4*256

        # transpose conv layers
        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4, batch_norm=True) # 8* 8*128
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4, batch_norm=True)   #16*16* 64
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)           #32*32*  3
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        
        # fully-connected + reshape 
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*4, 4, 4) # (batch_size, depth, 4, 4)
        
        # hidden transpose conv layers + relu
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        
        # last layer + tanh activation
        out = self.t_conv3(out)
        out = F.tanh(out)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    if classname in ('Conv', 'BatchNorm2d', 'Linear'):
        m.weight.data.normal_(0.0, 0.02)
        if m.bias is not None:
            m.bias.data.zero_()

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 400

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=4096, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=400, out_features=4096, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size)
    
    if train_on_gpu:
        labels = labels.cuda()
    
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss


def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size)
    
    if train_on_gpu:
        labels = labels.cuda()
        
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr=0.00022, betas=(0.15, 0.999))
g_optimizer = optim.Adam(G.parameters(), lr=0.00022, betas=(0.15, 0.999))

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
                
            # 1. Train the discriminator on real and fake images
            
            d_optimizer.zero_grad()
            if train_on_gpu:
                real_images = real_images.cuda()
            
            # Compute the discriminator losses on real images
            d_real = D(real_images)
            d_real_loss = real_loss(d_real)
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losses on fake images
            d_fake = D(fake_images)
            d_fake_loss = fake_loss(d_fake)
            
            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losses on fake images 
            d_fake = D(fake_images)
            g_loss = real_loss(d_fake)
            
            # perfom backprop
            g_loss.backward()
            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 40

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs, print_every=500)

Epoch [    1/   40] | d_loss: 1.3774 | g_loss: 0.6918
Epoch [    1/   40] | d_loss: 0.7886 | g_loss: 1.7884
Epoch [    1/   40] | d_loss: 1.1162 | g_loss: 0.5753
Epoch [    2/   40] | d_loss: 1.0995 | g_loss: 1.6639
Epoch [    2/   40] | d_loss: 0.8781 | g_loss: 1.0131
Epoch [    2/   40] | d_loss: 0.8846 | g_loss: 0.9136
Epoch [    3/   40] | d_loss: 1.1124 | g_loss: 0.9736
Epoch [    3/   40] | d_loss: 1.4263 | g_loss: 0.5419
Epoch [    3/   40] | d_loss: 0.9655 | g_loss: 1.4739
Epoch [    4/   40] | d_loss: 1.1304 | g_loss: 1.8033
Epoch [    4/   40] | d_loss: 0.8290 | g_loss: 0.6596
Epoch [    4/   40] | d_loss: 0.8486 | g_loss: 0.8278
Epoch [    5/   40] | d_loss: 2.1578 | g_loss: 3.9965
Epoch [    5/   40] | d_loss: 0.8336 | g_loss: 0.4080
Epoch [    5/   40] | d_loss: 0.8175 | g_loss: 1.5602
Epoch [    6/   40] | d_loss: 0.8347 | g_loss: 0.9089
Epoch [    6/   40] | d_loss: 0.6459 | g_loss: 1.5127
Epoch [    6/   40] | d_loss: 0.8299 | g_loss: 1.0973
Epoch [    7/   40] | d_loss: 0.6589 | g_loss: 2.3377
Epoch [    7/   40] | d_loss: 0.5604 | g_loss: 2.7531
Epoch [    7/   40] | d_loss: 1.1207 | g_loss: 1.2409
Epoch [    8/   40] | d_loss: 0.3924 | g_loss: 2.2900
Epoch [    8/   40] | d_loss: 0.4228 | g_loss: 2.1132
Epoch [    8/   40] | d_loss: 0.7418 | g_loss: 1.4757
Epoch [    9/   40] | d_loss: 1.1838 | g_loss: 4.7289
Epoch [    9/   40] | d_loss: 0.8450 | g_loss: 1.2581
Epoch [    9/   40] | d_loss: 0.5523 | g_loss: 2.2059
Epoch [   10/   40] | d_loss: 0.6573 | g_loss: 3.3743
Epoch [   10/   40] | d_loss: 0.5797 | g_loss: 1.3260
Epoch [   10/   40] | d_loss: 0.2050 | g_loss: 2.6709
Epoch [   11/   40] | d_loss: 0.4519 | g_loss: 1.8873
Epoch [   11/   40] | d_loss: 0.4086 | g_loss: 2.8599
Epoch [   11/   40] | d_loss: 0.5694 | g_loss: 3.3156
Epoch [   12/   40] | d_loss: 0.5366 | g_loss: 3.3256
Epoch [   12/   40] | d_loss: 0.3124 | g_loss: 2.8465
Epoch [   12/   40] | d_loss: 0.4659 | g_loss: 3.4233
Epoch [   13/   40] | d_loss: 0.2810 | g_loss: 2.7882
Epoch [   13/   40] | d_loss: 0.2607 | g_loss: 3.8950
Epoch [   13/   40] | d_loss: 0.4064 | g_loss: 2.0951
Epoch [   14/   40] | d_loss: 0.3327 | g_loss: 3.2940
Epoch [   14/   40] | d_loss: 0.3083 | g_loss: 2.5868
Epoch [   14/   40] | d_loss: 0.1469 | g_loss: 3.6825
Epoch [   15/   40] | d_loss: 0.9963 | g_loss: 5.2434
Epoch [   15/   40] | d_loss: 0.7245 | g_loss: 1.7258
Epoch [   15/   40] | d_loss: 0.2473 | g_loss: 2.1938
Epoch [   16/   40] | d_loss: 0.4828 | g_loss: 4.7353
Epoch [   16/   40] | d_loss: 0.1112 | g_loss: 3.7691
Epoch [   16/   40] | d_loss: 0.6401 | g_loss: 5.4675
Epoch [   17/   40] | d_loss: 0.2301 | g_loss: 4.1238
Epoch [   17/   40] | d_loss: 0.4945 | g_loss: 3.8255
Epoch [   17/   40] | d_loss: 0.4597 | g_loss: 1.7688
Epoch [   18/   40] | d_loss: 0.1846 | g_loss: 4.5446
Epoch [   18/   40] | d_loss: 3.2424 | g_loss: 0.1715
Epoch [   18/   40] | d_loss: 0.2262 | g_loss: 4.8681
Epoch [   19/   40] | d_loss: 0.2313 | g_loss: 3.7250
Epoch [   19/   40] | d_loss: 0.8907 | g_loss: 2.2931
Epoch [   19/   40] | d_loss: 0.0594 | g_loss: 4.1465
Epoch [   20/   40] | d_loss: 1.6217 | g_loss: 8.6185
Epoch [   20/   40] | d_loss: 0.2124 | g_loss: 3.9238
Epoch [   20/   40] | d_loss: 0.1260 | g_loss: 3.2826
Epoch [   21/   40] | d_loss: 0.5654 | g_loss: 4.6536
Epoch [   21/   40] | d_loss: 0.1776 | g_loss: 2.9728
Epoch [   21/   40] | d_loss: 0.2085 | g_loss: 3.0381
Epoch [   22/   40] | d_loss: 0.1637 | g_loss: 3.3259
Epoch [   22/   40] | d_loss: 0.2459 | g_loss: 3.2642
Epoch [   22/   40] | d_loss: 0.1380 | g_loss: 4.3051
Epoch [   23/   40] | d_loss: 0.1509 | g_loss: 2.5051
Epoch [   23/   40] | d_loss: 0.2122 | g_loss: 3.1430
Epoch [   23/   40] | d_loss: 0.1445 | g_loss: 4.0568
Epoch [   24/   40] | d_loss: 0.2142 | g_loss: 3.7348
Epoch [   24/   40] | d_loss: 0.1490 | g_loss: 3.8409
Epoch [   24/   40] | d_loss: 0.1562 | g_loss: 1.8126
Epoch [   25/   40] | d_loss: 1.0438 | g_loss: 8.7880
Epoch [   25/   40] | d_loss: 0.0777 | g_loss: 3.2065
Epoch [   25/   40] | d_loss: 0.3250 | g_loss: 3.2561
Epoch [   26/   40] | d_loss: 0.2917 | g_loss: 2.8856
Epoch [   26/   40] | d_loss: 0.1956 | g_loss: 4.0012
Epoch [   26/   40] | d_loss: 0.1497 | g_loss: 4.7635
Epoch [   27/   40] | d_loss: 0.6543 | g_loss: 5.9677
Epoch [   27/   40] | d_loss: 0.3264 | g_loss: 4.7088
Epoch [   27/   40] | d_loss: 0.2574 | g_loss: 5.6762
Epoch [   28/   40] | d_loss: 0.0740 | g_loss: 5.5193
Epoch [   28/   40] | d_loss: 0.2130 | g_loss: 3.7287
Epoch [   28/   40] | d_loss: 0.2079 | g_loss: 2.7148
Epoch [   29/   40] | d_loss: 0.2709 | g_loss: 4.2099
Epoch [   29/   40] | d_loss: 0.1601 | g_loss: 3.2767
Epoch [   29/   40] | d_loss: 0.1578 | g_loss: 4.6939
Epoch [   30/   40] | d_loss: 0.9698 | g_loss: 6.0838
Epoch [   30/   40] | d_loss: 0.1445 | g_loss: 4.6528
Epoch [   30/   40] | d_loss: 0.1107 | g_loss: 3.5781
Epoch [   31/   40] | d_loss: 0.0760 | g_loss: 4.6070
Epoch [   31/   40] | d_loss: 0.1650 | g_loss: 5.5744
Epoch [   31/   40] | d_loss: 0.5911 | g_loss: 3.3769
Epoch [   32/   40] | d_loss: 0.0390 | g_loss: 5.5619
Epoch [   32/   40] | d_loss: 0.1273 | g_loss: 4.3620
Epoch [   32/   40] | d_loss: 0.0712 | g_loss: 4.1605
Epoch [   33/   40] | d_loss: 0.5600 | g_loss: 3.4648
Epoch [   33/   40] | d_loss: 0.4010 | g_loss: 2.8173
Epoch [   33/   40] | d_loss: 0.0827 | g_loss: 4.8309
Epoch [   34/   40] | d_loss: 0.1266 | g_loss: 4.7086
Epoch [   34/   40] | d_loss: 0.0208 | g_loss: 4.8366
Epoch [   34/   40] | d_loss: 0.0403 | g_loss: 4.9604
Epoch [   35/   40] | d_loss: 0.0773 | g_loss: 5.0679
Epoch [   35/   40] | d_loss: 0.0418 | g_loss: 4.1778
Epoch [   35/   40] | d_loss: 0.0466 | g_loss: 4.3996
Epoch [   36/   40] | d_loss: 2.0572 | g_loss: 8.6914
Epoch [   36/   40] | d_loss: 0.2419 | g_loss: 2.9119
Epoch [   36/   40] | d_loss: 0.2832 | g_loss: 4.3231
Epoch [   37/   40] | d_loss: 0.0576 | g_loss: 2.8653
Epoch [   37/   40] | d_loss: 0.3104 | g_loss: 5.8939
Epoch [   37/   40] | d_loss: 0.1802 | g_loss: 4.9818
Epoch [   38/   40] | d_loss: 0.0667 | g_loss: 5.1001
Epoch [   38/   40] | d_loss: 4.5012 | g_loss: 2.9435
Epoch [   38/   40] | d_loss: 0.1349 | g_loss: 3.1552
Epoch [   39/   40] | d_loss: 0.4022 | g_loss: 5.2800
Epoch [   39/   40] | d_loss: 0.0346 | g_loss: 5.4687
Epoch [   39/   40] | d_loss: 0.3230 | g_loss: 4.3392
Epoch [   40/   40] | d_loss: 0.0885 | g_loss: 5.8217
Epoch [   40/   40] | d_loss: 0.0893 | g_loss: 3.3862
Epoch [   40/   40] | d_loss: 0.5534 | g_loss: 1.4427

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7fa11ce898d0>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:

1. Definately these generated samples are not perfect. For example, these faces may have defacts. Irregular shape of specific facial components. However, there generated faces are all contains necessary parts of face, such as hair, eyes, noses, etc. Also, these parts are all allocated in reasonal location. It is showed that the GAN do learn about how to pick up the key features for generating faces.
2. There are many ways to improve this model, we could increase the number of layers of both generator and discriminator. Also, including residual blocks could also be another way of proving this model. Right now we only generate images with 64 by 64 pixels. If we want to have higher resolusion, say 128 by 128. We definately will need a more complicated GAN in order to learn more detailed features.
3. Right now we do see there are a lot of thing in common for these generated images, showing that the images are highly bias. It is due to the fact that the data itself is also bias. If we import more generalized database. It will be better for improving the model.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.